{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "import librosa #声音处理库\n",
    "import numpy as np\n",
    "from math import fabs\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "words-per-second: 5.447085006663102\n",
      "duration: 20.010702947845804 seconds\n",
      "number-of-words: 109\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def speechrate(y,sr):\n",
    "    onsets = librosa.onset.onset_detect(y=y,sr=sr,units=\"time\",hop_length=128,backtrack=False) \n",
    "    number_of_words = len(onsets)\n",
    "    duration = len(y)/sr\n",
    "    words_per_second = number_of_words/duration\n",
    "    print(f'words-per-second: {words_per_second}\\nduration: {duration} seconds\\nnumber-of-words: {number_of_words}')\n",
    "    return words_per_second\n",
    "\n",
    "def draw_speechrate(y,sr):\n",
    "    o_env = librosa.onset.onset_strength(y=y, sr=sr)\n",
    "    times = librosa.times_like(o_env, sr=sr)\n",
    "    onset_frames = librosa.onset.onset_detect(onset_envelope=o_env, sr=sr)\n",
    "    D = np.abs(librosa.stft(y))\n",
    "    fig, ax = plt.subplots(nrows=2, sharex=True)\n",
    "    librosa.display.specshow(librosa.amplitude_to_db(D, ref=np.max),x_axis='time', y_axis='log', ax=ax[0])\n",
    "    ax[0].set(title='Power spectrogram')\n",
    "    ax[0].label_outer()\n",
    "    ax[1].plot(times, o_env, label='Onset strength')\n",
    "    ax[1].vlines(times[onset_frames], 0, o_env.max(), color='r', alpha=0.9,linestyle='--', label='Onsets')\n",
    "    ax[1].legend()\n",
    "\n",
    "filename=r\".\\data\\urban_part_denoise.wav\"\n",
    "y,sr=librosa.load(filename)\n",
    "speechrate(y,sr)\n",
    "draw_speechrate(y,sr)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[          nan           nan           nan           nan           nan\n",
      "           nan           nan           nan           nan  517.24107876\n",
      "  532.39739926  564.05539605  529.33101588  560.80667602  538.58355905\n",
      "           nan           nan  468.86422072  468.86422072  463.47885582\n",
      "  455.51656649  442.54889407           nan           nan           nan\n",
      "           nan           nan           nan           nan           nan\n",
      "           nan           nan           nan           nan  337.33223583\n",
      "  331.53706992  349.22823143  339.28638159  333.45764463  357.3910544\n",
      "  361.54373842  365.7446743   369.99442271           nan           nan\n",
      "           nan           nan           nan           nan           nan\n",
      "           nan           nan           nan           nan  389.73770841\n",
      "  387.49298438  367.86341165  365.7446743   359.46139971  355.33263339\n",
      "  347.21682483  337.33223583  331.53706992  322.09885311  320.24370023\n",
      "  293.66476792  245.51937138  245.51937138  272.42079928  293.66476792\n",
      "  300.52885649  298.79793764  290.29174037  269.29177953  263.14114678\n",
      "  261.6255653   270.85177094  349.22823143  347.21682483  347.21682483\n",
      "  345.21700307  420.13030572  420.13030572  425.01198473  422.56409582\n",
      "  420.13030572  401.15789497           nan           nan  320.24370023\n",
      "  291.97338331  286.95745535  264.66550794  246.94165063  246.94165063\n",
      "  241.30149553  235.79016176  234.43211036  233.08188076           nan\n",
      "           nan           nan           nan           nan           nan\n",
      "           nan  327.72904189  333.45764463  331.53706992  333.45764463\n",
      "  361.54373842  369.99442271  369.99442271  369.99442271  322.09885311\n",
      "  302.26980244           nan           nan           nan           nan\n",
      "           nan           nan           nan  437.46578648  440.\n",
      "  447.69106453  445.11255373  445.11255373  442.54889407  440.\n",
      "           nan           nan           nan  251.25811465  245.51937138\n",
      "  242.69934088  241.30149553  242.69934088  242.69934088  251.25811465\n",
      "  251.25811465  238.52991147  235.79016176  233.08188076  230.40470702\n",
      "  225.14225624  272.42079928           nan           nan           nan\n",
      "           nan           nan           nan           nan           nan\n",
      "  854.94810822  854.94810822  830.60939516  788.53248488  797.69479102\n",
      "  797.69479102  797.69479102  797.69479102  802.31578993  816.34002291\n",
      "  825.82543707  821.06903255           nan           nan           nan\n",
      "           nan           nan           nan           nan           nan\n",
      "           nan  482.60299107  471.58032352  447.69106453  427.47405411\n",
      "  422.56409582  420.13030572  410.53451628  403.48177901  394.26624244\n",
      "  391.99543598  394.26624244  396.55020355  398.84739551  389.73770841\n",
      "  383.04224785  383.04224785  458.15534712  458.15534712  383.04224785\n",
      "  383.04224785           nan           nan  380.83608684  387.49298438\n",
      "  378.64263239  374.29355082  369.99442271  367.86341165  367.86341165\n",
      "  365.7446743   359.46139971  323.96475278  353.28606802  355.33263339\n",
      "  359.46139971  359.46139971  415.30469758  361.54373842  318.39923224\n",
      "  339.28638159  322.09885311  307.55338552  290.29174037  282.02769802\n",
      "  278.78833362  246.94165063  242.69934088  239.91170119  237.15608027\n",
      "  234.43211036  231.73942791  227.75828325  223.84553226           nan\n",
      "           nan           nan           nan           nan           nan\n",
      "           nan           nan           nan  517.24107876  505.4272762\n",
      "  496.74433811  485.39868175  485.39868175  499.62194879           nan\n",
      "           nan           nan           nan           nan  432.44106336\n",
      "  367.86341165  369.99442271  372.1377786   378.64263239  380.83608684\n",
      "  380.83608684  380.83608684  374.29355082           nan           nan\n",
      "           nan  378.64263239  383.04224785  380.83608684  376.4618113\n",
      "  374.29355082  369.99442271  372.1377786   372.1377786   323.96475278\n",
      "  320.24370023  314.74210514  297.07698816  290.29174037  295.36595061\n",
      "  329.62755691  335.38934512  339.28638159  339.28638159  337.33223583\n",
      "  331.53706992           nan           nan           nan           nan\n",
      "           nan           nan  376.4618113   376.4618113   374.29355082\n",
      "  372.1377786            nan           nan           nan           nan\n",
      "           nan           nan           nan           nan  420.13030572\n",
      "  415.30469758  405.81912518  403.48177901           nan           nan\n",
      "           nan  505.4272762   508.35518662  511.30005826  523.2511306\n",
      "           nan           nan  948.62432108  954.11964587  948.62432108\n",
      "  948.62432108 1034.48215753 1064.79479851 1089.68319713           nan\n",
      "           nan           nan           nan           nan           nan\n",
      "           nan  493.88330126  493.88330126  499.62194879  502.5162293\n",
      "  560.80667602  567.32293571           nan           nan           nan\n",
      "           nan           nan           nan           nan           nan\n",
      "           nan  337.33223583  351.25129     347.21682483  345.21700307\n",
      "           nan           nan  474.31216054  458.15534712  437.46578648\n",
      "  432.44106336  422.56409582           nan           nan           nan\n",
      "           nan           nan  283.66146786  280.40333801  282.02769802\n",
      "  285.30470202  339.28638159  323.96475278           nan           nan\n",
      "  283.66146786  285.30470202  335.38934512  343.22869945  345.21700307\n",
      "  329.62755691  320.24370023  302.26980244  298.79793764  295.36595061\n",
      "           nan           nan           nan           nan           nan\n",
      "           nan  361.54373842  361.54373842  359.46139971  335.38934512\n",
      "  323.96475278  304.02083359  305.78200837  275.5861765   254.17759331\n",
      "  249.8109744   244.10528385           nan           nan           nan\n",
      "           nan           nan           nan           nan           nan\n",
      "           nan           nan           nan           nan           nan\n",
      "  403.48177901  398.84739551  398.84739551  396.55020355           nan\n",
      "  440.          440.          434.94616896  429.95038611  427.47405411\n",
      "           nan           nan           nan           nan           nan\n",
      "           nan           nan           nan           nan           nan\n",
      "           nan           nan           nan           nan           nan\n",
      "           nan           nan  797.69479102  757.28526478  714.78210879\n",
      "  698.45646287  710.66526678  727.27627998           nan           nan\n",
      "           nan           nan           nan           nan           nan\n",
      "           nan           nan           nan           nan  429.95038611\n",
      "  422.56409582  429.95038611  440.          445.11255373  450.28451248\n",
      "  450.28451248  452.89298412  427.47405411  434.94616896           nan\n",
      "           nan           nan           nan  502.5162293   502.5162293\n",
      "  580.58348074  583.94676663  583.94676663  580.58348074  577.23956595\n",
      "           nan           nan           nan           nan           nan\n",
      "           nan  425.01198473  429.95038611  427.47405411  425.01198473\n",
      "  415.30469758  408.17001145           nan           nan           nan\n",
      "  297.07698816  275.5861765   252.7136381   244.10528385  235.79016176\n",
      "  231.73942791  233.08188076  234.43211036  234.43211036  246.94165063\n",
      "  251.25811465  252.7136381            nan           nan           nan\n",
      "           nan           nan           nan           nan  429.95038611\n",
      "  434.94616896  429.95038611  427.47405411  425.01198473  420.13030572\n",
      "  420.13030572  417.71053322  401.15789497  401.15789497  394.26624244\n",
      "           nan  640.48740045  601.05771297  583.94676663  640.48740045\n",
      "  594.15397631           nan           nan           nan           nan\n",
      "           nan           nan           nan           nan           nan\n",
      "           nan  757.28526478  723.08747684  748.58710164           nan\n",
      "           nan           nan           nan           nan           nan\n",
      "           nan           nan  474.31216054  520.23742585  508.35518662\n",
      "  597.59587528           nan           nan           nan           nan\n",
      "           nan           nan           nan           nan           nan\n",
      "           nan           nan           nan           nan           nan\n",
      "           nan           nan  246.94165063  249.8109744   254.17759331\n",
      "  254.17759331  254.17759331  255.65002913           nan           nan\n",
      "           nan           nan           nan           nan           nan\n",
      "           nan           nan           nan           nan           nan\n",
      "  252.7136381   249.8109744   249.8109744   249.8109744   285.30470202\n",
      "  283.66146786           nan  383.04224785  380.83608684  372.1377786\n",
      "  372.1377786   351.25129     325.8414615   357.3910544   341.2518476\n",
      "  318.39923224  314.74210514           nan           nan           nan\n",
      "           nan           nan  199.42369775  199.42369775  248.37216906\n",
      "  233.08188076  229.07767356  229.07767356  233.08188076  235.79016176\n",
      "  238.52991147  239.91170119  241.30149553  239.91170119  238.52991147\n",
      "  195.99771799  197.13312122  211.28204791  218.73289324  283.66146786\n",
      "  282.02769802  282.02769802           nan           nan           nan\n",
      "           nan  241.30149553  241.30149553  241.30149553  293.66476792\n",
      "  316.5653876   312.929324    318.39923224  318.39923224  318.39923224\n",
      "  311.12698372           nan           nan           nan           nan\n",
      " 1034.48215753 1128.11079209 1083.40708374 1028.52397873 1010.8545524\n",
      " 1016.71037325 1010.8545524   874.93157296  835.42106644  840.26061144\n",
      "           nan           nan           nan           nan           nan\n",
      "  285.30470202  291.97338331  293.66476792  293.66476792  288.61978298\n",
      "  272.42079928  266.19869963  261.6255653   261.6255653            nan\n",
      "           nan           nan           nan           nan           nan\n",
      "           nan           nan           nan           nan           nan\n",
      "           nan           nan           nan           nan           nan\n",
      "           nan           nan           nan           nan           nan\n",
      "           nan           nan           nan           nan           nan\n",
      "           nan           nan           nan           nan           nan\n",
      "           nan           nan           nan  291.97338331  278.78833362\n",
      "  288.61978298           nan           nan  408.17001145  408.17001145\n",
      "  410.53451628  408.17001145  394.26624244  383.04224785  378.64263239\n",
      "  369.99442271  367.86341165  359.46139971  304.02083359  293.66476792\n",
      "  280.40333801  278.78833362  282.02769802  291.97338331  297.07698816\n",
      "  298.79793764  297.07698816  297.07698816  295.36595061  295.36595061\n",
      "  293.66476792  285.30470202  280.40333801           nan           nan\n",
      "           nan           nan           nan           nan           nan\n",
      "           nan           nan           nan           nan           nan\n",
      "           nan           nan  943.16064703  885.09778814  874.93157296\n",
      "  850.02396945  821.06903255  816.34002291  793.1004071            nan\n",
      "           nan           nan           nan  357.3910544   341.2518476\n",
      "  331.53706992  323.96475278  314.74210514  318.39923224  318.39923224\n",
      "  323.96475278           nan           nan           nan           nan\n",
      "           nan           nan 1089.68319713 1115.15333449 1095.99566768\n",
      " 1115.15333449  993.48867623  905.78596825  890.22510747  916.31069423\n",
      " 1016.71037325 1121.61335204 1115.15333449 1121.61335204           nan\n",
      "           nan  885.09778814  890.22510747  890.22510747  895.38212905\n",
      "  916.31069423  797.69479102  788.53248488           nan  544.84159857\n",
      "  499.62194879  496.74433811           nan           nan           nan\n",
      "  425.01198473  429.95038611  434.94616896           nan  560.80667602\n",
      "  590.73190122  601.05771297  625.85864801           nan           nan\n",
      "           nan           nan  502.5162293   502.5162293   508.35518662\n",
      "  496.74433811           nan           nan  246.94165063  241.30149553\n",
      "  239.91170119  238.52991147  237.15608027  245.51937138  242.69934088\n",
      "  238.52991147  237.15608027  235.79016176  235.79016176  234.43211036\n",
      "  233.08188076           nan  311.12698372  318.39923224  320.24370023\n",
      "  316.5653876   309.33502416  300.52885649  295.36595061  297.07698816\n",
      "  293.66476792           nan           nan           nan           nan\n",
      "           nan           nan  474.31216054  502.5162293   551.17235299\n",
      "  577.23956595  590.73190122  590.73190122  587.32953583           nan\n",
      "           nan           nan           nan           nan           nan\n",
      "           nan           nan           nan           nan  485.39868175\n",
      "  499.62194879  415.30469758] [False False False False False False False False False  True  True  True\n",
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      " False False False False False False False False False False  True  True\n",
      "  True  True  True  True  True False False False False  True  True  True\n",
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      " False False  True  True  True  True  True  True  True False False False\n",
      " False False False False False False False  True  True  True] [1.00000000e-02 1.00001278e-02 1.00000470e-02 1.00000279e-02\n",
      " 1.00000002e-02 4.06973316e-02 2.06506799e-01 3.01068618e-02\n",
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      " 1.00000000e-02 1.39802104e-02 3.72135898e-01 6.15949885e-01\n",
      " 2.06506799e-01 3.72135898e-01 1.50464601e-01 1.50464601e-01\n",
      " 4.76869931e-02 3.23336058e-01 2.61680286e-02 2.29442191e-02\n",
      " 1.50855873e-02 1.00377655e-02 1.39802104e-02 3.48974280e-02\n",
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      " 1.81873757e-02 2.06506799e-01 4.06973316e-02 3.72135898e-01\n",
      " 6.15949885e-01 7.57160133e-01 9.45930209e-01 1.00000000e+00\n",
      " 9.84878976e-01 6.86082811e-01 4.76869931e-02 1.03490551e-02\n",
      " 1.00377655e-02 1.04675336e-02 2.61680286e-02 1.50464601e-01\n",
      " 3.01068618e-02 1.76530609e-01 4.26062329e-01 1.50464601e-01\n",
      " 5.48525054e-01 4.84986808e-01 3.01068618e-02 1.00012330e-02\n",
      " 1.01400447e-02 1.00061785e-02 1.00002063e-02 1.30978032e-02\n",
      " 1.34709831e-01 1.02542506e-02 2.55877176e-02 6.86082811e-01\n",
      " 1.00000000e+00 9.84878976e-01 4.84986808e-01 9.45930209e-01\n",
      " 9.45930209e-01 4.84986808e-01 1.27937086e-01 1.39802104e-02\n",
      " 1.03490551e-02 1.08579771e-01 1.04675336e-02 1.04675336e-02\n",
      " 1.10857919e-02 1.00000000e-02 1.31002626e-02 1.14223343e-02\n",
      " 8.91144495e-01 8.91144495e-01 9.45930209e-01 9.84878976e-01\n",
      " 6.15949885e-01 3.72135898e-01 9.20375708e-02 3.48974280e-02\n",
      " 1.04675336e-02 1.08579771e-01 9.45930209e-01 9.84878976e-01\n",
      " 1.00000000e+00 9.84878976e-01 9.45930209e-01 2.40754394e-01\n",
      " 1.14223343e-02 1.01019746e-02 1.76530609e-01 3.72135898e-01\n",
      " 3.48974280e-02 4.06973316e-02 1.00187645e-02 1.00377655e-02\n",
      " 1.00018723e-02 3.39431857e-09 1.00076644e-02 1.00374784e-02\n",
      " 1.00061644e-02 1.00150960e-02 1.01284312e-02 3.23336058e-01\n",
      " 8.91144495e-01 8.26668559e-01 9.20375708e-02 1.50855873e-02\n",
      " 6.60815127e-02 1.50464601e-01 6.60815127e-02 1.27937086e-01\n",
      " 4.76869931e-02 3.01068618e-02 1.24031248e-02 1.04675336e-02\n",
      " 4.06973316e-02 9.20375708e-02 7.79752376e-02 1.31002626e-02\n",
      " 1.00018730e-02 1.00061786e-02 1.00529675e-02 1.00090255e-02\n",
      " 6.60815127e-02 9.20372838e-02 1.01019746e-02 4.26062329e-01\n",
      " 8.91144495e-01 6.86082811e-01 2.40754394e-01 1.08579771e-01\n",
      " 1.31002626e-02 1.50855873e-02 1.27937086e-01 1.27937086e-01\n",
      " 8.26668559e-01 4.76869931e-02 1.08579771e-01 6.15229800e-01\n",
      " 8.00482592e-01 6.72262902e-01 8.82133091e-01 1.76530609e-01\n",
      " 1.00003286e-02 1.00529675e-02 1.00000093e-02 3.23336058e-01\n",
      " 6.15949885e-01 8.91144495e-01 7.57160133e-01 9.84878976e-01\n",
      " 9.84878976e-01 4.26062329e-01 2.29442191e-02 3.23336058e-01\n",
      " 4.84986808e-01 6.15949885e-01 2.40754394e-01 3.23336058e-01\n",
      " 4.26062329e-01 1.08579771e-01 2.79605165e-01 2.03176286e-02\n",
      " 7.57160133e-01 8.91144495e-01 6.86082811e-01 9.45930209e-01\n",
      " 9.84878976e-01 1.81873757e-02 2.06506799e-01 2.06506799e-01\n",
      " 1.76530609e-01 2.79605165e-01 4.76869931e-02 3.48974280e-02\n",
      " 2.03176286e-02 1.00000155e-02 1.00040794e-02 1.00734648e-02\n",
      " 1.00094051e-02 1.00185843e-02 1.02590506e-02 1.00018730e-02\n",
      " 1.03490551e-02 6.60815127e-02 7.57160133e-01 8.91144495e-01\n",
      " 9.84878976e-01 9.45930209e-01 8.26668559e-01 2.79605165e-01\n",
      " 3.01068618e-02 9.20375708e-02 2.40754394e-01 2.40754394e-01\n",
      " 1.01910755e-02 9.20375627e-02 4.26062321e-01 2.40754394e-01\n",
      " 4.84986807e-01 3.23031112e-01 6.74776541e-01 6.14331036e-01\n",
      " 9.45521866e-01 1.00737107e-02 1.06226090e-02 1.08244637e-02\n",
      " 1.00090255e-02 1.81873757e-02 8.26668559e-01 5.48525054e-01\n",
      " 7.57160133e-01 8.26668559e-01 6.15949885e-01 8.26668559e-01\n",
      " 8.26668559e-01 1.08244637e-02 1.64675876e-02 1.18535054e-02\n",
      " 3.48974280e-02 2.40754394e-01 2.06506799e-01 1.81873757e-02\n",
      " 3.72135898e-01 8.91144495e-01 9.45930209e-01 7.57160133e-01\n",
      " 6.15949885e-01 1.64675876e-02 9.20375708e-02 2.61680286e-02\n",
      " 3.01068618e-02 7.79752376e-02 1.00000000e-02 1.08579771e-01\n",
      " 4.84986808e-01 8.91144495e-01 3.23336058e-01 4.06973316e-02\n",
      " 5.60713954e-02 1.00005167e-02 1.03490551e-02 1.08579771e-01\n",
      " 4.76869931e-02 3.48974280e-02 1.08244637e-02 7.57160133e-01\n",
      " 9.84878976e-01 8.91144495e-01 5.48525054e-01 1.00377655e-02\n",
      " 1.00000029e-02 1.00000000e-02 6.60815127e-02 3.72135898e-01\n",
      " 6.86082811e-01 7.57160133e-01 1.00187645e-02 1.10857919e-02\n",
      " 1.14223343e-02 1.10857919e-02 1.24031248e-02 1.81873757e-02\n",
      " 4.06973316e-02 1.50855873e-02 1.76530609e-01 3.01068618e-02\n",
      " 0.00000000e+00 0.00000000e+00 1.00000000e-02 1.06226090e-02\n",
      " 1.04675336e-02 2.40754394e-01 7.57160133e-01 5.48525054e-01\n",
      " 5.48525054e-01 7.57160133e-01 7.79752376e-02 1.00267247e-02\n",
      " 1.00000004e-02 1.00000052e-02 1.00002063e-02 1.00028158e-02\n",
      " 1.00529675e-02 1.01400460e-02 1.14223343e-02 1.31002626e-02\n",
      " 1.81873757e-02 3.01068618e-02 1.27937086e-01 1.18535054e-02\n",
      " 1.08579771e-01 1.00041911e-02 1.00000000e-02 2.79605165e-01\n",
      " 1.24031248e-02 1.27937086e-01 7.57160133e-01 1.76530609e-01\n",
      " 1.01910755e-02 1.00267247e-02 1.04675335e-02 2.03176286e-02\n",
      " 2.61680286e-02 4.76869931e-02 4.06973316e-02 1.08579771e-01\n",
      " 4.06973316e-02 1.06226090e-02 3.72135898e-01 6.60815127e-02\n",
      " 1.08244637e-02 3.72135898e-01 1.03490551e-02 1.04675336e-02\n",
      " 1.31002626e-02 7.79752376e-02 1.00529675e-02 1.00529675e-02\n",
      " 3.23336058e-01 6.86082811e-01 4.76869931e-02 1.00005167e-02\n",
      " 1.00187645e-02 1.00041829e-02 1.00041885e-02 1.06226090e-02\n",
      " 1.08244637e-02 1.03490551e-02 8.26668559e-01 6.15949885e-01\n",
      " 4.26062329e-01 5.48525054e-01 1.27937086e-01 4.26062329e-01\n",
      " 2.79605165e-01 6.15949885e-01 5.48525054e-01 4.06973316e-02\n",
      " 1.00090255e-02 1.03490551e-02 1.00000008e-02 1.00000000e-02\n",
      " 1.00000000e-02 1.00000000e-02 1.00000004e-02 1.00008028e-02\n",
      " 1.00000781e-02 1.00003286e-02 1.00061786e-02 1.00000000e-02\n",
      " 1.00000000e-02 4.76869931e-02 6.15949885e-01 8.26668559e-01\n",
      " 9.20375708e-02 1.00012330e-02 1.08244637e-02 3.23336058e-01\n",
      " 5.48525054e-01 8.26668559e-01 1.50464601e-01 1.00090255e-02\n",
      " 1.14223343e-02 1.08243521e-02 2.03176286e-02 1.00377655e-02\n",
      " 1.00090255e-02 1.04675336e-02 4.76869931e-02 9.20375708e-02\n",
      " 3.01068618e-02 1.00090255e-02 1.08244637e-02 1.00012330e-02\n",
      " 6.60815127e-02 1.04675336e-02 1.06226090e-02 1.00377655e-02\n",
      " 1.08244637e-02 4.06973316e-02 1.76530609e-01 3.48974280e-02\n",
      " 1.76530609e-01 2.40754394e-01 0.00000000e+00 0.00000000e+00\n",
      " 0.00000000e+00 0.00000000e+00 6.12340343e-04 5.63218338e-05\n",
      " 8.89790450e-06 1.12690147e-06 1.75915234e-06 1.01580172e-02\n",
      " 1.04675336e-02 3.01068618e-02 9.84878976e-01 1.00000000e+00\n",
      " 9.84878976e-01 8.91144495e-01 8.91144495e-01 9.84878976e-01\n",
      " 8.91144495e-01 8.91144495e-01 3.72135898e-01 1.08244637e-02\n",
      " 6.86082811e-01 7.57160133e-01 1.27937086e-01 4.26062329e-01\n",
      " 6.15949885e-01 1.50855873e-02 3.72135898e-01 6.86082811e-01\n",
      " 6.15949885e-01 2.79605165e-01 0.00000000e+00 0.00000000e+00\n",
      " 0.00000000e+00 0.00000000e+00 1.00000000e-02 2.40754394e-01\n",
      " 1.39802104e-02 7.57160133e-01 7.57160133e-01 5.48525054e-01\n",
      " 9.20375708e-02 1.81873757e-02 1.10857919e-02 1.00130688e-02\n",
      " 1.00061786e-02 1.14223343e-02 1.64675876e-02 1.24031248e-02\n",
      " 4.26062329e-01 2.40754394e-01 6.86082811e-01 3.23336058e-01\n",
      " 5.48525054e-01 2.40754394e-01 4.26062329e-01 7.57160133e-01\n",
      " 4.84986808e-01 0.00000000e+00 0.00000000e+00 1.00018730e-02\n",
      " 1.00003284e-02 1.00006911e-02 1.00265445e-02 1.00737376e-02\n",
      " 2.61680286e-02 9.45930209e-01 8.91144495e-01 8.91144495e-01\n",
      " 8.91144495e-01 5.48525054e-01 7.57160133e-01 6.15949885e-01\n",
      " 8.91144495e-01 9.84878976e-01 1.81873757e-02 1.00090255e-02\n",
      " 1.14223343e-02 3.48974280e-02 1.76530609e-01 3.48974280e-02\n",
      " 6.15949885e-01 1.81873757e-02 1.00267247e-02 1.00000279e-02\n",
      " 1.00000781e-02 1.00000781e-02 1.00001278e-02 1.00000279e-02\n",
      " 1.23994639e-02 1.00375134e-02 1.02585993e-02 2.03176286e-02\n",
      " 2.79605165e-01 2.40754394e-01 2.58262803e-11 1.00000328e-02\n",
      " 1.00003285e-02 1.00003286e-02 1.64675876e-02 1.50855873e-02\n",
      " 4.76869931e-02 6.60815127e-02 2.61680286e-02 2.79605165e-01\n",
      " 2.79605165e-01 3.48974280e-02 1.00000279e-02 1.00041911e-02\n",
      " 1.00001278e-02 1.00267247e-02 1.08244637e-02 1.14223343e-02\n",
      " 3.48969766e-02 2.99398609e-02 1.06225680e-02 1.31002626e-02\n",
      " 1.08244637e-02 1.00529675e-02 1.50855873e-02 3.48974280e-02\n",
      " 1.06226090e-02 1.31002626e-02 2.29442191e-02 7.79752376e-02\n",
      " 2.06506799e-01 3.72135898e-01 2.06506799e-01 2.03176260e-02\n",
      " 2.02713668e-02 2.15733206e-01 3.61908643e-01 1.01019746e-02\n",
      " 1.00028158e-02 1.00377655e-02 1.00012330e-02 1.00000279e-02\n",
      " 1.00005167e-02 1.00267247e-02 1.00061772e-02 1.02590506e-02\n",
      " 1.08579771e-01 8.91144495e-01 9.84878976e-01 6.15949885e-01\n",
      " 2.79605165e-01 7.57160133e-01 1.00000000e-02 8.26668559e-01\n",
      " 9.45930209e-01 6.86082811e-01 2.79605165e-01 1.39802104e-02\n",
      " 2.03176286e-02 6.15949885e-01 1.08579771e-01 2.40754394e-01\n",
      " 7.57160133e-01 7.79752376e-02 1.08579771e-01 1.06226090e-02\n",
      " 1.00028158e-02 1.10857919e-02 1.24031248e-02 1.14223343e-02\n",
      " 3.48974280e-02 6.86082811e-01 8.91144495e-01 5.48525054e-01\n",
      " 6.15949885e-01 4.84986808e-01 8.26668559e-01 8.91144495e-01\n",
      " 9.45930209e-01 7.57160133e-01 2.06506799e-01 1.00018730e-02\n",
      " 8.26668559e-01 7.57160133e-01 3.72135898e-01 4.76869931e-02\n",
      " 6.15949885e-01 6.60815127e-02 1.00130688e-02 1.01400460e-02\n",
      " 1.01019746e-02 5.60713954e-02 5.60713954e-02 6.60815127e-02\n",
      " 1.50464601e-01 1.00000470e-02 3.01068618e-02 1.76530609e-01\n",
      " 5.48525054e-01 8.91144495e-01 5.48525054e-01 2.40754394e-01\n",
      " 9.20375708e-02 3.01068618e-02 1.02590506e-02 1.31002626e-02\n",
      " 2.61680286e-02 9.20375708e-02 5.48525054e-01 7.57160133e-01\n",
      " 7.57160133e-01 6.15949885e-01 9.20375708e-02 3.01068618e-02\n",
      " 1.50464601e-01 4.76869931e-02 1.00000279e-02 1.00737518e-02\n",
      " 1.10857919e-02 5.60713954e-02 6.15949885e-01 2.40754394e-01\n",
      " 6.86082811e-01 9.84878976e-01 8.91144495e-01 1.27937086e-01\n",
      " 5.60713954e-02 2.06506799e-01 1.76530609e-01 1.00529675e-02\n",
      " 1.00000008e-02 1.00003286e-02 1.00018730e-02 1.00041910e-02\n",
      " 1.00377655e-02 1.00737518e-02 6.60815127e-02 4.06973316e-02\n",
      " 1.00018730e-02 1.00130688e-02 1.00130688e-02 1.00267247e-02\n",
      " 1.18535054e-02 4.06973316e-02 4.06973316e-02 1.02590506e-02\n",
      " 1.64675876e-02 2.29442191e-02 1.24031248e-02 1.02590506e-02\n",
      " 1.10857919e-02 1.39802104e-02 9.20375708e-02 2.31925094e-06\n",
      " 4.56636399e-06 1.00267246e-02 2.03176286e-02 3.01068618e-02\n",
      " 4.76869931e-02 4.76869931e-02 3.48974280e-02 1.00186528e-02\n",
      " 3.31772699e-02 1.00000015e-02 3.72135898e-01 6.86082811e-01\n",
      " 3.48974280e-02 1.00090255e-02 1.00005167e-02 2.29442191e-02\n",
      " 8.26668559e-01 8.26668559e-01 7.57160133e-01 4.84986808e-01\n",
      " 8.26668559e-01 6.15949885e-01 5.48525054e-01 6.86082811e-01\n",
      " 2.03176286e-02 1.14223343e-02 1.08244637e-02 1.27937086e-01\n",
      " 7.57160133e-01 4.26062329e-01 3.48974280e-02 4.84986808e-01\n",
      " 6.15949885e-01 4.26062329e-01 3.23336058e-01 1.10857919e-02\n",
      " 6.86082811e-01 8.26668559e-01 6.15949885e-01 6.15949885e-01\n",
      " 1.00187645e-02 4.84986808e-01 1.50855873e-02 1.10857676e-02\n",
      " 7.79638233e-02 6.72172346e-04 3.19400751e-05 1.81873757e-02\n",
      " 1.01019746e-02 1.01910755e-02 9.20375708e-02 2.40754394e-01\n",
      " 1.76530609e-01 9.20375708e-02 4.06973316e-02 1.76530609e-01\n",
      " 2.79605165e-01 5.48525054e-01 2.06506799e-01 7.57160133e-01\n",
      " 4.06973316e-02 5.89263829e-02 1.21767064e-02 1.02536542e-02\n",
      " 1.00573345e-02 4.06973316e-02 8.26668559e-01 9.84878976e-01\n",
      " 9.84878976e-01 9.84878976e-01 1.00000000e+00 9.84878976e-01\n",
      " 1.76530609e-01 1.01910755e-02 1.01400460e-02 1.08244637e-02\n",
      " 3.23336058e-01 7.57160133e-01 4.06973316e-02 1.50464601e-01\n",
      " 8.91144495e-01 9.45930209e-01 2.40754394e-01 1.18535054e-02\n",
      " 2.40754394e-01 6.15949885e-01 7.57160133e-01 1.27937086e-01\n",
      " 6.15949885e-01 9.84878976e-01 8.26668559e-01 6.60815127e-02\n",
      " 4.06973316e-02 6.15949885e-01 7.57160133e-01 6.86082811e-01\n",
      " 6.15949885e-01 1.81873757e-02 3.99772460e-02 2.00628068e-01\n",
      " 1.08563382e-01 5.48525054e-01 9.45930209e-01 9.84878976e-01\n",
      " 0.00000000e+00 1.00000000e-02 1.03490551e-02 4.84986808e-01\n",
      " 8.26668559e-01 3.72135898e-01 1.50855873e-02 1.39802104e-02\n",
      " 4.84986808e-01 7.57160133e-01 4.84986808e-01 1.08244637e-02\n",
      " 5.48525054e-01 1.50855873e-02 1.50855873e-02 2.06506799e-01\n",
      " 8.26668559e-01 8.26668559e-01 2.06506799e-01 3.01068618e-02\n",
      " 4.26062329e-01 1.08579771e-01 7.57160133e-01 8.26668559e-01\n",
      " 9.84878976e-01 8.91144495e-01 2.61680286e-02 3.01068618e-02\n",
      " 2.79605165e-01 8.26668559e-01 8.26668559e-01 7.57160133e-01\n",
      " 6.15949885e-01 6.86082811e-01 1.06226090e-02 1.18535054e-02\n",
      " 2.61680286e-02 1.50464601e-01 1.08579771e-01 2.61680286e-02\n",
      " 1.31002626e-02 1.14223343e-02 5.60713954e-02 1.06226090e-02\n",
      " 1.00005167e-02 1.00028158e-02 1.10857919e-02 6.60815127e-02\n",
      " 1.39802104e-02 1.01019746e-02 1.00002063e-02 7.79752376e-02\n",
      " 1.76530609e-01 3.23336058e-01 4.26062329e-01 4.06973316e-02\n",
      " 1.64675876e-02 1.02590506e-02 2.03176286e-02 3.48974280e-02\n",
      " 2.03176286e-02 1.08244637e-02 1.04675336e-02 1.04675336e-02\n",
      " 1.00377655e-02 1.18535040e-02 1.04675194e-02 1.01910755e-02\n",
      " 1.04675336e-02 5.60713954e-02]\n",
      "average f0: 427.73150978940834\n",
      "average pitch: 68.51042360047167\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def f0(y,sr):\n",
    "    f0,voiced_flag,voiced_probs=librosa.pyin(y,fmin=librosa.note_to_hz('C2'),fmax=librosa.note_to_hz('C7')) #参数解释\n",
    "    print(f0,voiced_flag,voiced_probs)\n",
    "    print(f\"average f0: {np.nanmean(f0)}\")\n",
    "    print(f\"average pitch: {69+12*np.log2(np.nanmean(f0)/440)}\")\n",
    "    return np.nanmean(f0)\n",
    "\n",
    "def draw_f0(y,sr):\n",
    "    f0, _, _ = librosa.pyin(y, sr=sr,fmin=librosa.note_to_hz('C2'),fmax=librosa.note_to_hz('C7'))\n",
    "    times=librosa.times_like(f0)\n",
    "    D = librosa.amplitude_to_db(np.abs(librosa.stft(y)), ref=np.max)\n",
    "    fig, ax = plt.subplots()\n",
    "    img = librosa.display.specshow(D, x_axis='time', y_axis='log', ax=ax)\n",
    "    ax.set(title='pYIN fundamental frequency estimation')\n",
    "    fig.colorbar(img, ax=ax, format=\"%+2.f dB\")\n",
    "    ax.plot(times, f0, label='f0', color='cyan', linewidth=3)\n",
    "    ax.legend(loc='upper right')\n",
    "\n",
    "filename=r\".\\data\\urban_part_denoise.wav\"\n",
    "y,sr=librosa.load(filename)\n",
    "avg_f0=f0(y,sr)\n",
    "draw_f0(y,sr)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[0.208980:\t517.241079\t0\n",
      ", 0.232200:\t532.397399\t0\n",
      ", 0.255420:\t564.055396\t0\n",
      ", 0.278639:\t529.331016\t0\n",
      ", 0.301859:\t560.806676\t0\n",
      ", 0.325079:\t538.583559\t0\n",
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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 表示单个时间点的单个音高\n",
    "class Pitch:                              \n",
    "    def __init__(self, pitch, time, intonation=0):\n",
    "        self.pitch = pitch \n",
    "        self.time = time\n",
    "        self.intonation = intonation\n",
    "\n",
    "    def __repr__(self):\n",
    "        return \"%f:\\t%f\\t%d\\n\" % (self.time, self.pitch, self.intonation)\n",
    "    \n",
    "    def __eq__(self, other):\n",
    "        return self.time == other.time and self.pitch == other.pitch and self.intonation == other.intonation\n",
    "    \n",
    "    def __ne__(self, other):\n",
    "        return not self == other\n",
    "\n",
    "def read_pitch(filename):\n",
    "    y,sr=librosa.load(filename)\n",
    "    f0, _, _ = librosa.pyin(y, sr=sr,fmin=librosa.note_to_hz('C2'),fmax=librosa.note_to_hz('C7'))\n",
    "    times=librosa.times_like(f0)\n",
    "    pitches=[]\n",
    "    for i in range(len(f0)):\n",
    "        if not np.isnan(f0[i]):\n",
    "            pitches.append(Pitch(f0[i], times[i]))\n",
    "    if len(pitches) == 0: return None\n",
    "    return pitches\n",
    "\n",
    "def plot_pitch(pitches):\n",
    "    if pitches == None: return\n",
    "    times = [p.time for p in pitches]\n",
    "    values = [p.pitch for p in pitches]\n",
    "    plt.plot(times, values)\n",
    "    plt.title(\"Pitch\")\n",
    "    plt.show()\n",
    "\n",
    "filename=r\".\\data\\urban_part_denoise.wav\"\n",
    "pitches=read_pitch(filename)\n",
    "print(pitches)\n",
    "plot_pitch(pitches)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[0.232200:\t46.814317\t1\n",
      ", 0.278639:\t34.724380\t-1\n",
      ", 0.301859:\t31.475660\t1\n",
      ", 0.325079:\t91.942455\t-1\n",
      ", 0.417959:\t0.000000\t0\n",
      ", 0.441179:\t137.327151\t-1\n",
      ", 0.835918:\t17.691162\t1\n",
      ", 0.859138:\t15.770587\t-1\n",
      ", 0.905578:\t56.280064\t1\n",
      ", 1.277098:\t144.218337\t-1\n",
      ", 1.555737:\t0.000000\t0\n",
      ", 1.578957:\t55.009485\t1\n",
      ", 1.648617:\t38.903291\t-1\n",
      ", 1.764717:\t87.602666\t1\n",
      ", 1.811156:\t2.011407\t-1\n",
      ", 1.834376:\t0.000000\t0\n",
      ", 1.857596:\t1.999822\t-1\n",
      ", 1.880816:\t74.913303\t1\n",
      ", 1.904036:\t0.000000\t0\n",
      ", 1.927256:\t4.881679\t1\n",
      ", 1.950476:\t178.070334\t-1\n",
      ", 2.182676:\t0.000000\t0\n",
      ", 2.205896:\t13.859770\t-1\n",
      ", 2.461315:\t100.375764\t1\n",
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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#给定一个音高列表，创建一个语调列表（使用 Pitch 对象），表示音高的方向并存储音高之间的差异\n",
    "def detect_intonation(pitches):\n",
    "    if pitches == None: return None\n",
    "    last = pitches[0]\n",
    "    # 根据前一个音高将每个音高标记为增加或减少\n",
    "    for p in pitches:\n",
    "        if p == last: continue\n",
    "        if p.pitch > last.pitch: #比前一个音高高\n",
    "            p.intonation = 1\n",
    "        elif last.pitch > p.pitch: #比前一个音高低\n",
    "            p.intonation = -1\n",
    "        last = p\n",
    "    #将具有相同方向的所有顺序音高变化的音高变化相加\n",
    "    last = pitches[0]\n",
    "    intonations = []\n",
    "    for p in pitches:\n",
    "        if p == last: continue\n",
    "        if p.intonation == last.intonation and p.intonation != 0:\n",
    "            intonations[-1].pitch += fabs(p.pitch - last.pitch) #如果相邻两段音高变化都是降低/升高的则更改音高降低/升高的幅度\n",
    "        else:\n",
    "            intonations.append(Pitch(fabs(p.pitch - last.pitch), p.time, p.intonation))\n",
    "        last = p\n",
    "    if len(intonations) == 0:\n",
    "        return None\n",
    "    return intonations\n",
    "\n",
    "# 根据某个阈值过滤掉语调。音高变化小于阈值被删除\n",
    "def filter_intonation(intonations, threshold):\n",
    "    if intonations == None: return None\n",
    "    filters = []\n",
    "    # 删除音高变化低于阈值的任何语调\n",
    "    for i in intonations:\n",
    "        if i.pitch < threshold:\n",
    "            filters.append(i)\n",
    "    intonations = [i for i in intonations if i not in filters]\n",
    "    if len(intonations) == 0: return None\n",
    "    # 将相同语调组合在一起\n",
    "    last = intonations[0]\n",
    "    combined_intonations = []\n",
    "    combined_intonations.append(last)\n",
    "    for i in intonations:\n",
    "        if i == last: continue\n",
    "        if i.intonation == last.intonation and i.intonation != 0:\n",
    "            combined_intonations[-1].pitch += i.pitch\n",
    "        else:\n",
    "            combined_intonations.append(Pitch(i.pitch, i.time, i.intonation))\n",
    "        last = i\n",
    "    return combined_intonations\n",
    "\n",
    "# 绘制一些重建的数据点\n",
    "def plot_intonation(intonations, anchor):\n",
    "    if intonations == None: return\n",
    "    # 重建数据，因为我们不保留具体的音高数据\n",
    "    data = []\n",
    "    data.append(Pitch(anchor, 0))\n",
    "    for i in intonations:\n",
    "        data.append(Pitch((data[-1].pitch + (i.pitch * i.intonation)), i.time))\n",
    "    # 从音高对象生成列表\n",
    "    times = [p.time for p in data]\n",
    "    values = [p.pitch for p in data]\n",
    "    plt.plot(times, values)\n",
    "    plt.title('Intonation')\n",
    "    plt.show()\n",
    "\n",
    "filename=r\".\\data\\urban_part_denoise.wav\"\n",
    "pitches=read_pitch(filename)\n",
    "threshold=20\n",
    "intonations = detect_intonation(pitches)\n",
    "print(intonations)\n",
    "intonations = filter_intonation(intonations, threshold)\n",
    "print(intonations)\n",
    "plot_intonation(intonations,avg_f0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[3.33792268e-04 1.28293046e-04 1.65705962e-04 2.53907638e-04\n",
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      " 1.38451526e-06 7.10387485e-06 7.81952895e-06 1.04795583e-06\n",
      " 7.80940468e-07 1.10541737e-06 6.48479840e-07 2.94071668e-07\n",
      " 4.88778198e-07 2.64343089e-06 1.86774141e-05 3.86486772e-06\n",
      " 1.07826872e-06 3.47728360e-07 2.45537990e-07 6.80141852e-07\n",
      " 9.76657248e-06 1.90986211e-05 1.37680536e-05 9.83541577e-06\n",
      " 6.48925561e-06 6.81839583e-06 9.98489395e-06 1.72440687e-05\n",
      " 1.94532731e-05 2.91179258e-05 4.03370068e-05 2.89019390e-05\n",
      " 2.37230051e-05 1.37771522e-05 6.32204910e-06 7.85384964e-06\n",
      " 2.15721120e-05 1.44452046e-04 7.12069450e-04 4.23554855e-04\n",
      " 2.70772609e-04 2.41026661e-04 2.57047177e-05 4.64129744e-06\n",
      " 3.01669638e-06 7.39157827e-07 1.35269238e-06 6.40065718e-06\n",
      " 1.94219811e-05 1.29123582e-04 3.71480390e-04 4.35415219e-04\n",
      " 1.15946599e-03 2.70435645e-04 5.64571965e-05 8.97298232e-05\n",
      " 1.74398374e-04 3.23736429e-04 6.17842830e-04 1.30516535e-03\n",
      " 5.10725717e-04 2.67581810e-04 1.57377668e-04 1.12551672e-04\n",
      " 8.42803056e-05 4.10285109e-04]\n"
     ]
    },
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[8.010884353741497, 10.193560090702947, 11.54031746031746]\n",
      "[-1, 1, 1]\n"
     ]
    }
   ],
   "source": [
    "#获取一个序列的峰值\n",
    "def significance(k,i,x): \n",
    "    s1=[]\n",
    "    s2=[]\n",
    "    for j in range(1,k+1):\n",
    "        x1=x[i]-x[i-j]\n",
    "        x2=x[i]-x[i+j]\n",
    "        s1.append(x1)\n",
    "        s2.append(x2)\n",
    "    s=(max(s1)+max(s2))/2\n",
    "    return s\n",
    "\n",
    "def segment(filename,k,d,h):\n",
    "    y, sr = librosa.load(filename)\n",
    "    flatness = librosa.feature.spectral_flatness(y=y) #频谱平坦度，判断停顿\n",
    "    flatness=flatness[0]\n",
    "    print(flatness)\n",
    "    times = librosa.times_like(flatness, sr=sr)\n",
    "    #计算每个点的显著性\n",
    "    slist=[]#存储所有显著性为正的值\n",
    "    f=[0 for i in flatness]#存储所有显著性，显著性为负则标记为0\n",
    "    for i in range(k,len(flatness)-k):\n",
    "        s=significance(k,i,flatness)\n",
    "        if s>0:\n",
    "            slist.append(s)\n",
    "            f[i]=s\n",
    "    mean=np.mean(slist)\n",
    "    std=np.std(slist)\n",
    "    #控制d避免峰值过度密集\n",
    "    peak1=0\n",
    "    for i in range(len(f)):\n",
    "        if f[i]!=0:\n",
    "            peak2=i\n",
    "            if peak2-peak1<d:\n",
    "                if flatness[peak1]>=flatness[peak2]:\n",
    "                    f[peak2]=0\n",
    "                else:\n",
    "                    f[peak1]=0\n",
    "                    peak1=peak2\n",
    "            else:\n",
    "                peak1=peak2         \n",
    "    #超参数h需要调整\n",
    "    colorlist=f #存储每个柱子的颜色\n",
    "    timelist=[]\n",
    "    for i in range(len(f)):\n",
    "        if (f[i]-mean)>h*std:\n",
    "            colorlist[i]='r' #峰值为红色柱子\n",
    "            timelist.append(times[i])\n",
    "        else:\n",
    "            colorlist[i]='b' #不是峰值为蓝色柱子\n",
    "    plt.ylim(0,0.02)\n",
    "    plt.bar(times,flatness,width=0.2,color=colorlist)\n",
    "    plt.show()\n",
    "    return timelist\n",
    "\n",
    "def end_intonation(intonations):\n",
    "    int=[]\n",
    "    intonations_copy=intonations\n",
    "    intonations_copy.reverse()\n",
    "    for j in range(len(timelist)):\n",
    "        for i in intonations_copy:  \n",
    "            if timelist[j]<i.time:\n",
    "                continue\n",
    "            else:\n",
    "                int.append(i.intonation)\n",
    "                break\n",
    "    return int\n",
    "filename=r\".\\data\\urban_part_denoise.wav\"\n",
    "timelist=segment(filename,50,50,0.5)\n",
    "print(timelist)\n",
    "int=end_intonation(intonations)\n",
    "print(int)"
   ]
  }
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